身体-算法-情感循环:通过艺术实践让情感AI的识别错误可见
The Body-Algorithm-Emotion Loop: Making Emotion AI Misrecognition Visible through Artistic Practice
AI总结:
该研究通过艺术互动装置,以具身化方式揭示商业情感AI对身体的识别错误,为情感AI的可解释性提供了批判视角,记录了相关原型的开发过程。
摘要:
本图册展示了《算法殖民主义中的身体》,这是一个基于屏幕的互动装置,通过艺术实践批判性地审视情感AI。该作品利用面部追踪技术模拟商业情感AI系统如何将面部动作转化为情感类别以及合规或不合规的判定。该装置不将可解释性仅视为技术透明度,而是将可解释人工智能(XAI)视为与识别错误的具身相遇:观者体验到身体如何通过算法阈值被测量、分类并返还给自身。本图册借鉴了批判性AI研究、情感理论和实践即研究的理念,将艺术实践定位为使情感分类可见且可被质疑的方法。它记录了一个实践型博士第一年开发的原型的概念框架、技术流程和批判语境。本投稿未分析任何观众反应、访谈或参与者数据。
英文摘要:
This pictorial presents The Body in Algorithmic Colonialism, a screen-based interactive installation that critically examines Emotion-AI through artistic practice. The work uses facial tracking to simulate how commercial Emotion-AI systems translate facial movement into emotional categories and verdicts of compliance or non-compliance. Rather than treating explainability as technical transparency alone, the installation approaches XAI as an embodied encounter with misrecognition: viewers experience how the body is measured, classified, and returned to itself through algorithmic thresholds. Drawing on critical AI studies, affect theory, and practice-as-research, the pictorial positions artistic practice as a method for making affective classification visible and contestable. It documents the conceptual framework, technical process, and critical context of a prototype developed in the first year of a practice-based PhD. No audience responses, interviews, or participant data are analysed in this submission.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。